{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7.8. Analyzing data with the R programming language in the Jupyter Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.datasets as sd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sd.longley.load_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('TOTEMP', ['GNPDEFL', 'GNP', 'UNEMP',\n",
       "            'ARMED', 'POP', 'YEAR'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.endog_name, data.exog_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "y, x = data.endog, data.exog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x['TOTEMP'] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "podoc": {
     "output_text": "Output"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3B2Bgwi6A1eA5y5z1erk8ett1Xfdmfnb2+9fr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\n",
      "text/plain": [
       "Output"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "gnp = x['GNP']\n",
    "totemp = x['TOTEMP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "podoc": {
     "output_text": "Output"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uSpvgu52ClSAsuo+GM2HRfTScCYvuo+FMeHQfDWPCpPto+MLuo+Cw+yg4XKMDHAoGh4LB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\nFAwOBYNDweBQMDj/B/7WEyvx7x6QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "Output"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%R -i totemp,gnp plot(gnp, totemp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "podoc": {
     "output_text": "Output"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Output"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "# Least-squares regression\n",
    "fit <- lm(totemp ~ gnp)\n",
    "# Display the coefficients of the fit.\n",
    "print(fit$coefficients)\n",
    "# Plot the data points.\n",
    "plot(gnp, totemp)\n",
    "# And plot the linear regression.\n",
    "abline(fit)"
   ]
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 2
}
